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Updated results of benchmarks for arm64 architecture.

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Kirill Kuzminykh
2023-11-24 21:58:51 +03:00
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benchmarks-arm64.md
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<!-- introduction start -->
## Benchmarks of fast_image_resize crate for x86_64 architecture
## Benchmarks of fast_image_resize crate for arm64 architecture
Environment:
- CPU: Neoverse-N1 2GHz (Oracle Cloud Compute, VM.Standard.A1.Flex)
- Ubuntu 22.04 (linux 5.19.0)
- Rust 1.69.0
- criterion = "0.4"
- Ubuntu 22.04 (linux 6.2.0)
- Rust 1.74.0
- criterion = "0.5.1"
- fast_image_resize = "2.7.1"
Other libraries used to compare of resizing speed:
- image = "0.24.7" (<https://crates.io/crates/image>)
- resize = "0.8.2" (<https://crates.io/crates/resize>)
- libvips = "8.12.1" (single-threaded mode, cache disabled)
Resize algorithms:
- Nearest
- Box - convolution with adaptive kernel size, min 1x1 px
- Bilinear - convolution with adaptive kernel size, min 2x2 px
- Becubic (CatmullRom) - convolution with adaptive kernel size, min 4x4 px
- Lanczos3 -convolution with adaptive kernel size, min 6x6 px
- Box - convolution with minimal kernel size 1x1 px
- Bilinear - convolution with minimal kernel size 2x2 px
- Bicubic (CatmullRom) - convolution with minimal kernel size 4x4 px
- Lanczos3 -convolution with minimal kernel size 6x6 px
<!-- introduction end -->
<!-- bench_compare_rgb start -->
@@ -34,12 +36,13 @@ Pipeline:
- Source image [nasa-4928x3279.png](https://github.com/Cykooz/fast_image_resize/blob/main/data/nasa-4928x3279.png)
- Numbers in table is mean duration of image resizing in milliseconds.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| image | 85.83 | 172.77 | 327.49 | 461.80 |
| resize | - | 90.01 | 178.96 | 267.73 |
| fir rust | 0.97 | 72.19 | 87.72 | 113.52 |
| fir neon | - | 43.11 | 57.52 | 81.95 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| image | 85.70 | - | 165.53 | 306.98 | 434.12 |
| resize | - | 54.54 | 104.14 | 216.28 | 315.33 |
| libvips | 27.32 | 128.45 | 108.65 | 212.03 | 286.66 |
| fir rust | 0.89 | 44.47 | 64.55 | 86.93 | 106.47 |
| fir neon | - | 36.01 | 43.77 | 59.54 | 82.73 |
<!-- bench_compare_rgb end -->
<!-- bench_compare_rgba start -->
@@ -54,11 +57,12 @@ Pipeline:
- Numbers in table is mean duration of image resizing in milliseconds.
- The `image` crate does not support multiplying and dividing by alpha channel.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| resize | - | 115.37 | 199.42 | 294.89 |
| fir rust | 1.06 | 94.14 | 106.85 | 155.85 |
| fir neon | - | 44.97 | 62.11 | 84.34 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| resize | - | 88.20 | 124.25 | 212.49 | 310.58 |
| libvips | 36.34 | 241.01 | 361.89 | 708.92 | 955.79 |
| fir rust | 1.00 | 84.57 | 126.75 | 225.98 | 311.13 |
| fir neon | - | 38.06 | 46.57 | 63.90 | 88.55 |
<!-- bench_compare_rgba end -->
<!-- bench_compare_l start -->
@@ -72,12 +76,13 @@ Pipeline:
has converted into grayscale image with one byte per pixel.
- Numbers in table is mean duration of image resizing in milliseconds.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| image | 76.70 | 105.97 | 177.56 | 246.03 |
| resize | - | 38.08 | 84.12 | 129.19 |
| fir rust | 0.50 | 29.84 | 37.68 | 45.70 |
| fir neon | - | 15.13 | 20.21 | 28.06 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:-----:|:--------:|:-------:|:--------:|
| image | 75.45 | - | 106.36 | 178.09 | 241.14 |
| resize | - | 29.27 | 42.14 | 70.37 | 103.28 |
| libvips | 12.05 | 50.26 | 38.89 | 72.16 | 96.37 |
| fir rust | 0.50 | 25.21 | 30.45 | 30.65 | 42.67 |
| fir neon | - | 11.97 | 14.26 | 20.71 | 27.35 |
<!-- bench_compare_l end -->
<!-- bench_compare_la start -->
@@ -94,10 +99,11 @@ Pipeline:
- The `image` crate does not support multiplying and dividing by alpha channel.
- The `resize` crate does not support this pixel format.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| fir rust | 0.69 | 60.27 | 75.29 | 73.66 |
| fir neon | - | 35.24 | 39.87 | 55.15 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| libvips | 19.81 | 146.93 | 225.07 | 406.79 | 553.61 |
| fir rust | 0.63 | 43.35 | 60.97 | 69.54 | 67.24 |
| fir neon | - | 34.19 | 36.30 | 40.20 | 55.14 |
<!-- bench_compare_la end -->
<!-- bench_compare_rgb16 start -->
@@ -111,12 +117,13 @@ Pipeline:
has converted into RGB16 image.
- Numbers in table is mean duration of image resizing in milliseconds.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| image | 86.76 | 167.74 | 333.95 | 483.54 |
| resize | - | 90.74 | 181.57 | 270.82 |
| fir rust | 1.57 | 147.41 | 276.09 | 394.25 |
| fir neon | - | 74.86 | 93.61 | 129.32 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| image | 87.54 | - | 166.89 | 333.04 | 477.76 |
| resize | - | 59.54 | 110.42 | 225.94 | 338.53 |
| libvips | 27.95 | 141.49 | 115.13 | 245.45 | 319.30 |
| fir rust | 1.44 | 56.06 | 76.68 | 135.12 | 186.88 |
| fir neon | - | 63.61 | 70.51 | 91.09 | 128.26 |
<!-- bench_compare_rgb16 end -->
<!-- bench_compare_rgba16 start -->
@@ -131,11 +138,12 @@ Pipeline:
- Numbers in table is mean duration of image resizing in milliseconds.
- The `image` crate does not support multiplying and dividing by alpha channel.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| resize | - | 120.12 | 205.34 | 304.43 |
| fir rust | 1.66 | 204.22 | 369.08 | 523.95 |
| fir neon | - | 79.02 | 119.04 | 161.24 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| resize | - | 86.98 | 147.89 | 278.84 | 396.78 |
| libvips | 37.75 | 249.06 | 378.55 | 739.45 | 994.75 |
| fir rust | 1.53 | 78.32 | 107.65 | 181.44 | 240.45 |
| fir neon | - | 59.54 | 79.88 | 120.79 | 163.88 |
<!-- bench_compare_rgba16 end -->
<!-- bench_compare_l16 start -->
@@ -149,12 +157,13 @@ Pipeline:
has converted into grayscale image with two bytes per pixel.
- Numbers in table is mean duration of image resizing in milliseconds.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| image | 77.69 | 111.50 | 189.42 | 262.56 |
| resize | - | 41.61 | 64.26 | 88.40 |
| fir rust | 0.70 | 57.42 | 95.45 | 135.30 |
| fir neon | - | 17.54 | 26.77 | 37.92 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:-----:|:--------:|:-------:|:--------:|
| image | 76.84 | - | 110.23 | 187.22 | 252.48 |
| resize | - | 28.62 | 47.00 | 79.21 | 106.25 |
| libvips | 12.70 | 54.92 | 42.32 | 84.12 | 108.10 |
| fir rust | 0.62 | 27.39 | 36.86 | 54.36 | 75.75 |
| fir neon | - | 13.00 | 18.26 | 27.83 | 38.69 |
<!-- bench_compare_l16 end -->
<!-- bench_compare_la16 start -->
@@ -171,8 +180,9 @@ Pipeline:
- The `image` crate does not support multiplying and dividing by alpha channel.
- The `resize` crate does not support this pixel format.
| | Nearest | Bilinear | CatmullRom | Lanczos3 |
|----------|:-------:|:--------:|:----------:|:--------:|
| fir rust | 1.06 | 106.70 | 193.68 | 272.60 |
| fir neon | - | 36.37 | 54.91 | 74.60 |
| | Nearest | Box | Bilinear | Bicubic | Lanczos3 |
|----------|:-------:|:------:|:--------:|:-------:|:--------:|
| libvips | 21.44 | 151.27 | 246.13 | 439.24 | 591.20 |
| fir rust | 0.95 | 45.45 | 60.95 | 104.35 | 143.89 |
| fir neon | - | 27.29 | 36.32 | 53.71 | 70.16 |
<!-- bench_compare_la16 end -->